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Informedia @ TRECVID 2010

By Huan Li, Lei Bao, Zan Gao, Arnold Overwijk, Wei Liu, Long-fei Zhang, Shoou-i Yu, Ming-yu Chen, Florian Metze and Er Hauptmann

Abstract

The Informedia group participated in four tasks this year, including Semantic indexing, Known-item search, Surveillance event detection and Event detection in Internet multimedia pilot. For semantic indexing, except for training traditional SVM classifiers for each high level feature by using different low level features, a kind of cascade classifier was trained which including four layers with different visual features respectively. For Known Item Search task, we built a text-based video retrieval and a visual-based video retrieval system, and then query-class dependent late fusion was used to combine the runs from these two systems. For surveillance event detection, we especially put our focus on analyzing motions and human in videos. We detected the events by three channels. Firstly, we adopted a robust new descriptor called MoSIFT, which explicitly encodes appearance features together with motion information. And then we trained event classifiers in sliding windows using a bag-of-video-word approach. Secondly, we used the human detection and tracking algorithms to detect and track the regions of human

Year: 2011
OAI identifier: oai:CiteSeerX.psu:10.1.1.185.4003
Provided by: CiteSeerX
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